MCITlib framework mines open-source repos for agent skills
MCITlib is an open-source framework for extracting procedural knowledge from codebases and converting it into standardized SKILL.md definitions. It enables Multimodal Large Language Models (MLLMs) to acquire new capabilities through modular instruction tuning without full retraining.
The automation of skill extraction from open-source repositories marks a shift from manual prompt engineering to scalable, repository-scale capability mining.
- –Standardizes "agent skills" using the SKILL.md format, allowing for modular and portable AI capabilities
- –Reduces context window bloat by using progressive disclosure, loading only relevant skill instructions for a given task
- –Enables continual learning for MLLMs by integrating new skills via lightweight tuning methods like LoRA
- –Bridges the gap between raw codebase logic and high-level agentic instructions, facilitating more reliable tool-use
- –Open-source nature allows for community-driven expansion of the "agent skills" ecosystem
DISCOVERED
72d ago
2026-03-16
PUBLISHED
72d ago
2026-03-16
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